• 대한토목학회논문집
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• 제40권5호
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• pp.535-546
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• 2020

환경부에서는 위성영상과 항공영상을 이용하여 토지피복지도를 1998년부터 제작하여 배포하고 있으나, 권역별 제작 주기가 달라 활용성이 저하된다. 이에, 본 연구에서는 항공정사영상과 Landsat 8 위성영상을 이용하여, 토지피복지도를 자동으로 생성하기 위한 연구를 수행하였다. 토지피복지도를 자동적으로 제작하기 위하여 딥러닝 기반 세그먼테이션 방법의 하나인 Residual U-Net을 활용하였다. 토지피복지도의 제작 시기와 가장 근접한 시기의 항공 및 위성영상을 신경망을 통하여 학습하고, 학습결과를 3가지 실험군으로 나누어 토지피복지도와 비교하여 정확도 평가를 수행하였다. 첫 번째 군으로 대분류 7개 전체를 활용한 결과의 경우, 선행연구에서 대분류 4개에만 적용된 결과보다도 향상된 86.6 %의 분류 정확도를 나타내었다. 중분류를 일부 포함한 2개의 실험군의 경우에는 71 %의 정확도를 나타내었다. 본 연구 결과를 바탕으로 신경망을 활용한 대분류 항목에 대한 자동 분류 가능성을 제시하였으며, 중분류 및 세분류에 대한 기초연구로 활용이 가능할 것으로 판단된다.

• 지적과 국토정보
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• 제50권1호
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• pp.75-85
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• 2020

본 연구는 토지피복 분류에 사용 가능한 ROI 생성 과정에서 기계학습 기반 교차검증을 활용하였다. 연구지역은 세종시를 포함한 2019년 10월 28일 단시기 KOMPSAT-3A 영상을 활용하였다. 연구 과정에서 4개의 밴드(Red, Green, Blue, Near Infra-red)를 독립변수로 교차검증 과정에서 학습시켰다. 또한 SVM의 4가지 기법(Linear, Polynomial, RBF, Sigmoid)을 활용하여 추출된 ROI를 기반으로 토지피복 분류를 실시하였다. 교차검증 과정에서 훈련된 3,500개의 데이터 중 1,813개의 데이터가 추출되었으며 건물, 도로, 그리고 초지에서 약 60%의 데이터가 제거되었다. 추출된 ROI를 기반으로 다른 SVM기법에 비해 SVM Linear 기법이 91.77%로 가장 높은 분류 정확도를 나타냈다. 분류 클래스 중 초지의 경우 산림과의 오분류가 가장 많이 발생하며 79.43%의 생산자 정확도로 가장 낮은 분류 정확도를 보여주었다. 연구 결과에 따라 교차검증에서 추출된 ROI는 산림, 수역, 그리고 농업지역에 대해서는 90%이상의 분류정확도를 보여주며 효과적인 분류결과를 도출할 수 있었으나, 80%의 분류정확도를 보여주는 건물, 도로, 나대지, 그리고 초지 지역을 분류하는 방법에 대해서는 추가적인 연구가 진행되어야 할 필요성이 존재한다.

• Advances in pediatric surgery
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• 제1권2호
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• pp.140-148
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• 1995

저자들은 96예의 선천성 식도 폐쇄를 분석하여 다음의 결과를 얻었다. 1) 남녀비는 1.1:1로 비슷하였다. 2) 출생시 평균 체중은 2.8kg 였고 2.5kg 미만의 저출생 체중아가 32.3%를 차지했다. 3) 주증상은 타액 분비 과다, 수유시 호흡 곤란, 청색증 등이었다. 4) Gross 분류법에 의한 해부학적 유형은 Type C가 가장 많은 빈도로 관찰되었다(82.3%). 5) 동반 선천성 기형이 35%에서 관찰되었고 이 중 심장 기형이 가장 많은 빈도로 관찰되었다(60%). 6) 수술은 Type A, C의 경우 일차적 문합을 시행하였고 일차적 문합이 불가능한 원간격 결손 환아에서 역위관 삽입술이 시행되었다. Type E(H-type)의 경우 식도기관루 절제술이, Type F의 경우 식도협착부위 절제 및 단단 문합술이 시행되었다. 7) 수술후 주요 합병증은 문합부 누출, 문합부 협착, 기관 식도루 재발 등이었다. 8) 생존율은 86%였고 Waterston Criteria에 따른 생존율은 Class A, 93%, Class B, 86%, Class, 58%였다. 9) 추적 조사 결과 93%의 환아가 건강했고 7%의 환아가 잦은 호흡기 감염으로 입원한 병력이 있었다.

• Journal of Acupuncture Research
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• 제32권4호
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• pp.91-102
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• 2015

Objectives : The Oriental medical device industry is expected to continue to experience significant growth. It should increase its global market share rather than focusing on the domestic market. Countries around the world self-regulate their domestic market, so this study aims to aid in the development of a particular overseas market by introducing the U.S.(the largest market) medical device registration and approval process. Methods : For an understanding of the US medical device licensing process, we researched the relevant regulatory organization (FDA), the history, definition and classification of medical devices, the approval and 510(k) submission process related to substantial equivalence, IEC 60601-1 Edition 3, usability tests, and so on. Results : Medical devices in the United States are assigned to one of three regulatory classes: Class I, Class II and Class III, based on the level of control necessary to assure the safety and effectiveness of the device. If a company's device is classified as Class II and if it is not exempt, a 510k will be required for marketing. 1) A 510(k) is a premarket submission made to the FDA to demonstrate that the new device to be marketed is "substantially equivalent" to a legally marketed device (predicate device) 2) The IEC 60601-1 Edition 3 preparation process, which contains information related to usability, is expensive and time-consuming but a critical requirement. Conclusions : Although the U.S. market has high barriers to entry, access to this, large overseas market will encourage development of the Oriental medical device industry and commercial value enhancement is expected.

• 한국환경복원기술학회지
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• 제11권5호
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• pp.38-59
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• 2008

This research has a meaning to provide basic data for eco-friendly way of district unit plans and ecological landscape planning by evaluation of biotope preservation value at the level of district unit and designating land development of the site, the whole area of Sinseo-dong (Dong-gu, Daegu metropolitan city) for research site. The summary of analysis result is as follows. As a result of classification of biotope types on the research site, it is divided into 11 biotope groups such as a residential biotope group and 51 specific biotope types which is subordinate to the groups. As a result of the first value assessment on classified biotope types, there are 16 types of natural rivers which is full of vegetation as a I class. Also it is analysed as 9 types of IIclass, 14 of IIIclass, 8 of IVclass, and 4 of Vclass. In particular, in light of a wildlife habitat, EB, in case of broad-leaved tree of mixed forest assessed as a II class, was classified into Iclass which is one-step upgraded as a final class with the analysis as there is a structural characteristic (more than 71% of low density, 50 years of age-class). As a result of second assessment, it is analysed that there are 17 special sites (1a,1b) and 33 special sites (2a, 2b, 2c) respectively for preservation of species and biotope. Particularly, in case of the No. 27 space, it was assessed that it has the value of about medium (IIIclass) level, but its value was upgraded with the on-spot detailed investigation that most of Aristolochia contorta, designated as a rare plant by Ministry of Environment, is growing. It is regarded that the above-mentioned research result on evaluation of biotope preservation value is expected to provide very important basic materials for future district unit plans and smooth integration with landscape ecology plans and eco-friendly space development.

• 한국환경과학회지
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• 제17권6호
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• pp.679-687
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• 2008

In this study, we implemented landslide distribution of Jeju Island using ANN and GIS, respectively. To do this, we first get the counter line from 1:2,5000 digital map and use this counter line to make the DEM. for the evaluate the land slide susceptibility. Next, we abstracted slop map and aspect map from the DEM and get the land use map using ISODATA classification method from Landsat 7 images. In the computation processes of landslide analysis, we make the class to the soil map, tree diameter map, Isohyet map, geological map and so on. Finally, we applied the ANN method to the landslide one and calculated its weighted values. GIS results can be calculated by using Acrview program and produced Jeju landslide susceptibility map by usign Weighted Overlay method. Based on our results, we found the relatively weak points of landslide ware concentrated to the top of Halla mountains.

• 제어로봇시스템학회:학술대회논문집
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• 제어로봇시스템학회 2004년도 ICCAS
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• pp.663-667
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• 2004

This paper presents new pruning and learning methods for the fuzzy rule-based classifier. The structure of the proposed classifier is framed from the fuzzy sets in the premise part of the rule and the Bayesian classifier in the consequent part. For the simplicity of the model structure, the unnecessary features for each fuzzy rule are eliminated through the iterative pruning algorithm. The quality of the feature is measured by the proposed correctness method, which is defined as the ratio of the fuzzy values for a set of the feature values on the decision region to one for all feature values. For the improvement of the classification performance, the parameters of the proposed classifier are finely adjusted by using the gradient descent method so that the misclassified feature vectors are correctly re-categorized. The cost function is determined as the squared-error between the classifier output for the correct class and the sum of the maximum output for the rest and a positive scalar. Then, the learning rules are derived from forming the gradient. Finally, the fuzzy rule-based classifier is tested on two data sets and is found to demonstrate an excellent performance.

• 기본간호학회지
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• 제15권4호
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• pp.485-494
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• 2008

Purpose: In this study, relationships between symptom experience and quality of life in a cross-sectional sample of patients with Atrial Fibrillation (AF) were investigated. Methods: This descriptive study involved a convenience sample of AF patients from S university hospital, C city. One hundred and two AF patients completed psychometric validated measures of AF related symptoms and quality of life. Descriptive statistics and Pearson correlation coefficients with SPSS WIN 14.0 were used for data analysis. Results: Of 16 atrial arrhythmia-related symptoms, the patients reported 'tiredness' as the most frequent and 'shortness of breath' as the most severe. The level of overall quality of life for patients with AF was 53.92. There were significant differences in symptom frequency according to religion, New York Heart Association (NYHA) classification and left ventricular ejection fraction ; symptom severity according to monthly income and stroke ; quality of life according to age, job, alcohol intake, NYHA class and stroke. Quality of life for these patients was positively correlated with symptom frequency and symptom severity. Conclusions: This study demonstrated that patients with more frequent and severe symptoms perceive poorer quality of life than patients with less frequent and less severe symptoms. Symptom experience should be assessed early to improve quality of life for patients.

• 지역사회간호학회지
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• 제28권4호
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• pp.386-396
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• 2017

Purpose: The purpose of this study was to investigate the influence of social support, self - esteem, hope, and health conservation of the vulnerable elderly people with diabetes. Methods: Participants were 100 vulnerable elderly people with diabetes living in D or K cities. Data collection was done through interviews from February to March, 2016. Social support was measured with the MOS-SSS (Medical Outcomes Study Social Support Survey), self-esteem with Self-Esteem Scale, hope with the Nowotny Hope Scale, and health conservation with the Sung's Health Conservation Scale. IBM SPSS 20.0 was used to analyze descriptive statistics, one-way ANOVA, independent t-test, Pearson correlation, and stepwise multiple regression. Results: Factors affecting the health conservation of the vulnerable elderly people were social support, hope, education level and subjective health status. These factors explained 64.9% of the health conservation. Conclusion: It is necessary to construct a comprehensive nursing classification system for elderly people with diabetes in vulnerable class and to develop integrated health conservation program and nursing care as a new social support resource.

• Journal of Oral Medicine and Pain
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• 제14권1호
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• pp.19-24
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• 1989

The purpose of this study was to investigate the reliability of electromyographic examination in a day and detect the objective measurement timing of electromyography. 18 normal students who were in dental collage of C national university were selected for this study. They had no symptoms on temporomandibular joint area, no restorations and missing tooth on dentition. Their molar relationship was normal or class I of Angle's classification. Electromyography had been taken every one hour from 9:00 A.M. to 5:00 P.M. in the state of clenching and rest by using Bioelectric processor EM2 interfaced with mandibular kinesiograph K-6 diagnostic system. We compared and analyzed the variances of electromyography values of each subjects. The obtained results were as follows : There were no significant differences on variability of electromyography values in each state clenching and rest. In the aspect of this circumstances, the use of electromyography could be a good objective procedure to diagnose the temporomandibular disorders and to detect the effect to the treatment of temporomandibular disorders at any time in a day from 9:00 A.M. to 5:00 P.M.